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Generative AI for Web Development

Generative AI for Web Development
Author: Tom Auger
Publisher: Apress
Total Pages: 0
Release: 2025-02-10
Genre: Computers
ISBN:
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Explore the world of Generative AI and understand why it matters. This book is divided into two parts, introducing tools such as ChatGPT, DALL-E, and will show you how to use them to build AI-powered web apps. The first part of the book describes Generative AI and covers the essential models and APIs from OpenAI. Legal, ethical, and security considerations are discussed to help you decide whether it is an appropriate tool for your projects. You’ll then review ChatGPT and see how to use it effectively for generating code. This is followed by a review of best practices, and tips and techniques for getting around the limitations of ChatGPT and other OpenAI APIs. The second part of the book provides practical guide to building a series of web apps with Next.js that showcase how to use the OpenAI APIs. For example, you’ll learn how to build a Story/Poetry generator, a language learning app, and a blog site with a custom Chatbot widget. The code for the web apps is generated using ChatGPT. When done with this book, you’ll have a clear understanding of Generative AI and be well on your way to building web applications powered by OpenAI APIs and Next.js. What You Will Learn Assess the legal, ethical, and security concerns with using Generative AI in web applications Review the latest APIs provided by OpenAI for generating text and image Use ChatGPT to generate code for web projects, as well as tips and tricks to working around the limitations. Who This Book Is For Experienced web developers and software engineers who know their way around HTML, CSS, and JavaScript, but have limited or no experience using Generative AI to build web applications.

Build a Website with ChatGPT

Build a Website with ChatGPT
Author: Paul McFedries
Publisher: Simon and Schuster
Total Pages: 318
Release: 2024-08-27
Genre: Computers
ISBN: 1633436969
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Create a portfolio of cool and creative websites—all without having to write your own code. Build a Website with ChatGPT teaches you zero-coding web development utilizing powerful generative AI tools like ChatGPT. If you can open a web browser, you’re ready to start building—absolutely no coding experience required. Inside Build a Website with ChatGPT you’ll learn the important skills of AI-assisted web programming, such as: • Crafting effective prompts to generate HTML, CSS, and JavaScript • Converting text into images with DALL-E integration • Building navigation bars, image galleries, and contact forms • Deploying fully functional sites to the web for free • Customizing the generated code for unique sites Inside Build a Website with ChatGPT you’ll learn the high-level coding concepts that let you check and perfect AI output, prompting skills that deliver the exact code you need, and how to properly deploy your site to the web—for free! Annotated code samples and advice on code customization give you the perfect balance of understanding and convenience. Plus, you’ll get access to a tried-and-tested repository of prompts and working code. Purchase of the print book includes a free eBook in PDF and ePub formats from Manning Publications. About the technology You can build amazing websites even if you don’t know HTML, CSS, and JavaScript. Just describe what you want in plain English, and let ChatGPT take care of the gnarly details! This book guides you step-by-step as you create user-friendly forms, interesting graphics, and interactive web pages using nothing but AI and your imagination. About the book Build a Website with ChatGPT shows you how to make websites in an AI-first world—no experience required! You’ll start with the basics of generating pages with ChatGPT, and by the end of the second chapter your first site will be up and running. Author Paul McFedries then shows you how to add interesting text and graphics, forms for user input, and even custom CSS to give your pages some pizzazz. As you go, you’ll expand your new AI skills to create photo galleries, portfolios, catalog pages and more. What's inside • Writing effective prompts to create code, text, and graphics • Adding navigation bars, image galleries, and contact forms • Deploying your sites to the web for free • Adding your unique touches to AI-generated pages About the reader No experience with web development or programming required. If you can create a Word document, you can build a website! About the author Paul McFedries has written over 100 books on web development and other technology topics including Web Design Playground (Manning Publications). The technical editor on this book was Anirudh V. Prabhu. Table of Contents 1 Introducing website creation with ChatGPT 2 Creating and deploying your first web page 3 Working with fonts, colors, and headings 4 Adding structure to a page 5 Publishing page posts 6 Adding links and navigation 7 Creating site content 8 Generating site forms 9 Adding lists to your pages 10 Setting up a photo gallery 11 Creating a portfolio page 12 Building an article page 13 Coding an interactive course catalog A Getting ready to build web pages with ChatGPT B Deploying your site C Learning a few ChatGPT best practices

Generative AI on AWS

Generative AI on AWS
Author: Chris Fregly
Publisher: "O'Reilly Media, Inc."
Total Pages: 312
Release: 2023-11-13
Genre: Computers
ISBN: 1098159195
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Companies today are moving rapidly to integrate generative AI into their products and services. But there's a great deal of hype (and misunderstanding) about the impact and promise of this technology. With this book, Chris Fregly, Antje Barth, and Shelbee Eigenbrode from AWS help CTOs, ML practitioners, application developers, business analysts, data engineers, and data scientists find practical ways to use this exciting new technology. You'll learn the generative AI project life cycle including use case definition, model selection, model fine-tuning, retrieval-augmented generation, reinforcement learning from human feedback, and model quantization, optimization, and deployment. And you'll explore different types of models including large language models (LLMs) and multimodal models such as Stable Diffusion for generating images and Flamingo/IDEFICS for answering questions about images. Apply generative AI to your business use cases Determine which generative AI models are best suited to your task Perform prompt engineering and in-context learning Fine-tune generative AI models on your datasets with low-rank adaptation (LoRA) Align generative AI models to human values with reinforcement learning from human feedback (RLHF) Augment your model with retrieval-augmented generation (RAG) Explore libraries such as LangChain and ReAct to develop agents and actions Build generative AI applications with Amazon Bedrock

Generative AI-Powered Assistant for Developers

Generative AI-Powered Assistant for Developers
Author: Behram Irani
Publisher: Packt Publishing Ltd
Total Pages: 416
Release: 2024-08-30
Genre: Computers
ISBN: 1835081207
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Leverage Amazon Q Developer to boost productivity and maximize efficiency by accelerating software development life cycle tasks Key Features First book on the market to thoroughly explore all of Amazon Q Developer’s features Gain an understanding of Amazon Q Developer's capabilities across the software development life cycle through real-world examples Build apps with Amazon Q Developer by auto-generating code in various languages within supported IDEs Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionMany developers face the challenge of managing repetitive tasks and maintaining productivity. This book will help you tackle both these challenges with Amazon Q Developer, a generative AI-powered assistant designed to optimize coding and streamline workflows. This book takes you through the setup and customization of Amazon Q Developer, demonstrating how to leverage its capabilities for auto-code generation, code explanation, and transformation across multiple IDEs and programming languages. You'll learn to use Amazon Q Developer to enhance coding experiences, generate accurate code references, and ensure security by scanning for vulnerabilities. The book also shows you how to use Amazon Q Developer for AWS-related tasks, including solution building, applying architecture best practices, and troubleshooting errors. Each chapter provides practical insights and step-by-step guidance to help you fully integrate this powerful tool into your development process. You’ll get to grips with effortless code implementation, explanation, transformation, and documentation, helping you create applications faster and improve your development experience. By the end of this book, you’ll have mastered Amazon Q Developer to accelerate your software development lifecycle, improve code quality, and build applications faster and more efficiently.What you will learn Understand the importance of generative AI-powered assistants in developers' daily work Enable Amazon Q Developer for IDEs and with AWS services to leverage code suggestions Customize Amazon Q Developer to align with organizational coding standards Utilize Amazon Q Developer for code explanation, transformation, and feature development Understand code references and scan for code security issues using Amazon Q Developer Accelerate building solutions and troubleshooting errors on AWS Who this book is for This book is for coders, software developers, application builders, data engineers, and technical resources using AWS services looking to leverage Amazon Q Developer's features to enhance productivity and accelerate business outcomes. Basic coding skills are needed to understand the concepts covered in this book.

Deploying Machine Learning

Deploying Machine Learning
Author: Robbie Allen
Publisher: Addison-Wesley Professional
Total Pages: 99998
Release: 2019-05
Genre: Computers
ISBN: 9780135226209
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Increasingly, business leaders and managers recognize that machine learning offers their companies immense opportunities for competitive advantage. But most discussions of machine learning are intensely technical or academic, and don't offer practical information leaders can use to identify, evaluate, plan, or manage projects. Deploying Machine Learning fills that gap, helping them clarify exactly how machine learning can help them, and collaborate with technologists to actually apply it successfully. You'll learn: What machine learning is, how it compares to "big data" and "artificial intelligence," and why it's suddenly so important What machine learning can do for you: solutions for computer vision, natural language processing, prediction, and more How to use machine learning to solve real business problems -- from reducing costs through improving decision-making and introducing new products Separating hype from reality: identifying pitfalls, limitations, and misconceptions upfront Knowing enough about the technology to work effectively with your technical team Getting the data right: sourcing, collection, governance, security, and culture Solving harder problems: exploring deep learning and other advanced techniques Understanding today's machine learning software and hardware ecosystem Evaluating potential projects, and addressing workforce concerns Staffing your project, acquiring the right tools, and building a workable project plan Interpreting results -- and building an organization that can increasingly learn from data Using machine learning responsibly and ethically Preparing for tomorrow's advances The authors conclude with five chapter-length case studies: image, text, and video analysis, chatbots, and prediction applications. For each, they don't just present results: they also illuminate the process the company undertook, and the pitfalls it overcame along the way.

Web Development Career Master Plan

Web Development Career Master Plan
Author: Frank W. Zammetti
Publisher: Packt Publishing Ltd
Total Pages: 446
Release: 2024-06-07
Genre: Computers
ISBN: 1803238607
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Gain a comprehensive understanding of web development, from foundational technologies to advanced topics, along with interview tactics, growth opportunities, and strategies to kickstart a successful career in this field Key Features Gain insights into the role, responsibilities, and qualities that define a good web developer Uncover steps to establish a solid technical foundation for finding employment in the field of web development Explore tools and techniques you’ll work with and understand how they all fit together Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionThe world of web development can seem daunting when you’re a beginner and don’t know where to get started. If you’re passionate about web development and want to learn the art of creating captivating websites, then this book is for you. Web Development Career Master Plan will take you on a learning journey, starting from the foundations and progressing through advanced concepts and career development strategies. You'll learn the core pillars of web development, including HTML, CSS, and JavaScript. As you go deeper, you'll explore the landscape of frameworks, libraries, and toolkits. This book also provides valuable insights into containerization, version control, Linux, and IDEs. Additionally, you’ll find expert advice on interview tactics and career growth strategies to secure your first job in web development. But the journey doesn’t end there. While you navigate the twists and turns of web development, you’ll also get a glimpse of what it means to be a web developer, the day-to-day aspects of the job, and the technologies you'll be working with. By the end of this web development book, you'll be well-equipped with the knowledge and tools you need to kick-start your journey and succeed in this dynamic field.What you will learn Understand the fundamentals of HTML, CSS, and JavaScript to build web pages Understand the different types of web development jobs and their requirements Explore the qualifications and attributes that make a candidate employable and adaptable in a dynamic job market Analyze the modern web development landscape to predict emerging trends Discover effective strategies to secure your first job opportunity Cultivate the essential skills needed for career development Who this book is for If you're an aspiring web developer with a passion for problem-solving and innovation, then this book is for you. Whether you're a dedicated learner, a tech enthusiast, or someone interested in building a career in the field, this book covers the web development essentials you need for a great start. Individuals without any prior technical or software development knowledge can also use this book to gain a high-level overview and a foundational introduction to the world of web development.

AI-Assisted Programming

AI-Assisted Programming
Author: Tom Taulli
Publisher: "O'Reilly Media, Inc."
Total Pages: 231
Release: 2024-04-10
Genre: Computers
ISBN: 1098164520
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Get practical advice on how to leverage AI development tools for all stages of code creation, including requirements, planning, design, coding, debugging, testing, and documentation. With this book, beginners and experienced developers alike will learn how to use a wide range of tools, from general-purpose LLMs (ChatGPT, Gemini, and Claude) to code-specific systems (GitHub Copilot, Tabnine, Cursor, and Amazon CodeWhisperer). You'll also learn about more specialized generative AI tools for tasks such as text-to-image creation. Author Tom Taulli provides a methodology for modular programming that aligns effectively with the way prompts create AI-generated code. This guide also describes the best ways of using general purpose LLMs to learn a programming language, explain code, or convert code from one language to another. This book examines: The core capabilities of AI-based development tools Pros, cons, and use cases of popular systems such as GitHub Copilot and Amazon CodeWhisperer Ways to use ChatGPT, Gemini, Claude, and other generic LLMs for coding Using AI development tools for the software development lifecycle, including requirements, planning, coding, debugging, and testing Prompt engineering for development Using AI-assisted programming for tedious tasks like creating regular expressions, starter code, object-oriented programming classes, and GitHub Actions How to use AI-based low-code and no-code tools, such as to create professional UIs

AI-Assisted Programming

AI-Assisted Programming
Author: Tom Taulli
Publisher: "O'Reilly Media, Inc."
Total Pages: 225
Release: 2024-04-10
Genre: Computers
ISBN: 1098164571
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Get practical advice on how to leverage AI development tools for all stages of code creation, including requirements, planning, design, coding, debugging, testing, and documentation. With this book, beginners and experienced developers alike will learn how to use a wide range of tools, from general-purpose LLMs (ChatGPT, Gemini, and Claude) to code-specific systems (GitHub Copilot, Tabnine, Cursor, and Amazon CodeWhisperer). You'll also learn about more specialized generative AI tools for tasks such as text-to-image creation. Author Tom Taulli provides a methodology for modular programming that aligns effectively with the way prompts create AI-generated code. This guide also describes the best ways of using general purpose LLMs to learn a programming language, explain code, or convert code from one language to another. This book examines: The core capabilities of AI-based development tools Pros, cons, and use cases of popular systems such as GitHub Copilot and Amazon CodeWhisperer Ways to use ChatGPT, Gemini, Claude, and other generic LLMs for coding Using AI development tools for the software development lifecycle, including requirements, planning, coding, debugging, and testing Prompt engineering for development Using AI-assisted programming for tedious tasks like creating regular expressions, starter code, object-oriented programming classes, and GitHub Actions How to use AI-based low-code and no-code tools, such as to create professional UIs